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An AI-generated Patient-360 eligibility layer: for each patient, a synthesised longitudinal clinical picture (encounter history, comorbidities, treatment pathways, medication timelines with treatment responses, disease-progression patterns, and signals extracted from physician notes) evaluated continuously against converted protocol intent. The licensable byproduct is the reasoning trail: protocol text converted to executable logic (a protocol-intent-to-logic pair), per-patient eligibility determinations with the contextual evidence chain behind each, longitudinal progression series that feed 'will become eligible' predictions, and coordinator accept/reject verdicts on the pre-qualified lists delivered to them.
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